Improving portability of knowledge‐based planning using an LLM‐driven plan refinement framework in lung radiotherapy

Abstract

Knowledge‐based planning (KBP) has improved the quality and efficiency of radiotherapy treatment planning. However, its broader clinical adoption remains limited because effective deployment often requires institution‐specific model training and tuning. Publicly available KBP models provide a convenient starting point but may not consistently meet local clinical objectives across institutions.